Mental and Social Health Commons^™

Enhancing Timeliness Of Drug Overdose Mortality Surveillance: A Machine Learning Approach, Patrick J. Ward, Peter J. Rock, Svetla Slavova, April M. Young, Terry L. Bunn, Ramakanth Kavuluru

Kentucky Injury Prevention and Research Center Faculty Publications

BACKGROUND: Timely data is key to effective public health responses to epidemics. Drug overdose deaths are identified in surveillance systems through ICD-10 codes present on death certificates. ICD-10 coding takes time, but free-text information is available on death certificates prior to ICD-10 coding. The objective of this study was to develop a machine learning method to classify free-text death certificates as drug overdoses to provide faster drug overdose mortality surveillance.

METHODS: Using 2017–2018 Kentucky death certificate data, free-text fields were tokenized and features were created from these tokens using natural language processing (NLP). Word, bigram, and trigram features were created …

The Effect Of Narrative Medicine Combined With Medication Assisted Treatment On Decreasing The Desire To Use Intravenous Substances In Hospitalized Patients With Infective Endocarditis, Paula Works

DNP Projects

Substance abuse is a significant problem that spans the nation. Of particular concern is the growing population of patients at UK HealthCare who have endocarditis as a complication from IV substance abuse.

PURPOSE: The aims of this study were

1. To assess the effect of narrative medicine combined with MAT, compared to MAT alone, on desire to use in hospitalized patients with a history of IV substance use
2. To examine the changes in quality of life before and after the introduction of narrative medicine in hospitalized patients with a history of IV substance abuse using The Quality of Life Scale (QOLS). …

The Effects Of Compassion Fatigue On Burnout Among Inpatient Psychiatric And Intensive Care Unit Nurses, Amita Madan Neidlinger

DNP Projects

PURPOSE: This DNP project is relevant to nurses of the psychiatric and Intensive Care Unit (ICU) setting, as high stress environments may produce higher rates of compassion fatigue and burnout. Investigation of these areas may help illuminate unnecessary healthcare costs that are associated with these phenomena. This DNP project is important to the University of Kentucky’s healthcare system, its patients, and nurses. Increased absenteeism and increased medication errors are positively associated with the prevalence of compassion fatigue and burnout in nurses. Outcomes from this project will allow identification of unnecessary healthcare costs and encourage administrators to focus on reducing nurse …

A Pilot Study Of A Multiple Health Behavior Change Intervention For Smokers, Srihari Seshadri

Theses and Dissertations--Clinical and Translational Science

Background: Being both obese and a smoker increases the probability of developing type 2 diabetes, cardiovascular disease, and cancer, diseases that impact Kentucky residents disproportionately. Kentucky (KY) has a high incidence of obesity (34.2%) and smoking (24.5 %). Weight gain associated with smoking cessation also can undermine health benefits of quitting, and may lead to smoking relapse.

Aim: The aim of the pilot study was to implement and evaluate a Multiple Health Behavioral Change (MHBC) program that combines Cooper Clayton Method to Stop Smoking (CCMSS) and the Diabetes Prevention Program (DPP) for weight control.

Method: A 15-week intervention was administered …